{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图像对比度增强\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 卢晓龙\n",
    "- 年级: 20级\n",
    "- 专业: 智能科学与技术\n",
    "- 班级: 1班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容为我个人书写非直接抄袭所得.\n",
    "    - 我可以解释答题思路并复现我的答案。\n",
    "    - 如无法实现以上要求我愿意承担由此带来的后果。\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一、增强视网膜图像对比度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 读取pupil.tiff灰度图\n",
    "img =cv.imread(\"pupil.tiff\",0)\n",
    "\n",
    "# 给图形做极大极小值归一 min max normalization\n",
    "img_max = np.max(img) # 获取img最大值\n",
    "img_min = np.min(img) # 获取img最小值\n",
    "img_minmax_equalize_hist = ((img-img_min)/(img_max-img_min)) # 得到img进行极小极大值归一的结果\n",
    "\n",
    "img_equalize_hist_1 = cv.equalizeHist(img) # 用OpenCV直接进行全局直方图均衡\n",
    "\n",
    "hist, _ = np.histogram(img.flatten(), 256, [0, 256]) # 获得img的直方图(分256个区间)\n",
    "cdf = hist.cumsum()  # 获得hist对应的累积直方图\n",
    "cdf = (cdf - cdf.min())/(cdf.max()-cdf.min())  # 把累积直方图进行极大极小值归一获得累积频率直方图\n",
    "img_equalize_hist_2 = cdf[img]  # 通过累积频率直方图对img进行全局直方图均衡\n",
    "\n",
    "# 创建一个CLAHE算法对象, 8*8的小窗, 阈值为6\n",
    "CLAHE = cv.createCLAHE(clipLimit=6, tileGridSize=(8,8)) \n",
    "img_equalize_adapthist =  CLAHE.apply(img)  # 使用CLAHE 进行自适应直方图均衡\n",
    "\n",
    "fg, ax = plt.subplots(5, 2, figsize=(5, 10))\n",
    "# 用完整的数据范围打印图像及其直方图\n",
    "ax[0, 0].imshow(img, cmap='gray', vmin=0, vmax=255)\n",
    "ax[0, 1].set_title('original low contrast image')\n",
    "ax[0, 1].hist(img.ravel(), bins=256, range=[0, 255])\n",
    "\n",
    "# 最小最大值归一\n",
    "ax[1, 0].imshow(img_minmax_equalize_hist, cmap='gray', vmin=0, vmax=1)\n",
    "ax[1, 1].set_title('min-max normalized image')\n",
    "ax[1, 1].hist(img_minmax_equalize_hist.ravel(), bins=256, range=[0, 1])\n",
    "\n",
    "# 全局直方图均衡\n",
    "ax[2, 0].imshow(img_equalize_hist_1, cmap='gray')\n",
    "ax[2, 1].set_title('global equalization: OpenCV')\n",
    "ax[2, 1].hist(img_equalize_hist_1.ravel(), bins=256)\n",
    "\n",
    "ax[3, 0].imshow(img_equalize_hist_2, cmap='gray')\n",
    "ax[3, 1].set_title('global equalization: Numpy')\n",
    "ax[3, 1].hist(img_equalize_hist_2.ravel(), bins=256)\n",
    "\n",
    "# 自适应直方图均衡\n",
    "ax[4, 0].imshow(img_equalize_adapthist, cmap='gray')\n",
    "ax[4, 1].set_title('CLAHE: 8*8, 2')\n",
    "ax[4, 1].hist(img_equalize_adapthist.ravel(), bins=256)\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "二、提升自选图像的对比度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "img =cv.imread(\"mk.jpeg\",0)\n",
    "\n",
    "img_max = np.max(img) # 获取img最大值\n",
    "img_min = np.min(img) # 获取img最小值\n",
    "img_minmax_equalize_hist = ((img-img_min)/(img_max-img_min))\n",
    "img_equalize_hist_1 = cv.equalizeHist(img)\n",
    "\n",
    "hist, _ = np.histogram(img.flatten(), 256, [0, 256])\n",
    "cdf = hist.cumsum()\n",
    "cdf = (cdf - cdf.min())/(cdf.max()-cdf.min())\n",
    "img_equalize_hist_2 = cdf[img]\n",
    "\n",
    "CLAHE = cv.createCLAHE(clipLimit=2, tileGridSize=(8,8))\n",
    "img_equalize_adapthist =  CLAHE.apply(img)  # 使用CLAHE 进行自适应直方图均衡\n",
    "fg, ax = plt.subplots(5, 2, figsize=(5, 10))\n",
    "ax[0, 0].imshow(img, cmap='gray', vmin=0, vmax=255)\n",
    "ax[0, 1].set_title('original low contrast image')\n",
    "ax[0, 1].hist(img.ravel(), bins=256, range=[0, 255])\n",
    "\n",
    "# 最小最大值归一\n",
    "ax[1, 0].imshow(img_minmax_equalize_hist, cmap='gray', vmin=0, vmax=1)\n",
    "ax[1, 1].set_title('min-max normalized image')\n",
    "ax[1, 1].hist(img_minmax_equalize_hist.ravel(), bins=256, range=[0, 1])\n",
    "\n",
    "# 全局直方图均衡\n",
    "ax[2, 0].imshow(img_equalize_hist_1, cmap='gray')\n",
    "ax[2, 1].set_title('global equalization: OpenCV')\n",
    "ax[2, 1].hist(img_equalize_hist_1.ravel(), bins=256)\n",
    "\n",
    "ax[3, 0].imshow(img_equalize_hist_2, cmap='gray')\n",
    "ax[3, 1].set_title('global equalization: Numpy')\n",
    "ax[3, 1].hist(img_equalize_hist_2.ravel(), bins=256)\n",
    "\n",
    "# 自适应直方图均衡\n",
    "ax[4, 0].imshow(img_equalize_adapthist, cmap='gray')\n",
    "ax[4, 1].set_title('CLAHE: 8*8, 2')\n",
    "ax[4, 1].hist(img_equalize_adapthist.ravel(), bins=256)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('out1.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "地址：https://www.wolai.com/zzutai/m7Hq9a8v93USZ7VpohVzTc"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
